With new technologies revolutionizing data collection, wildlife researchers are becoming increasingly able to collect data at much higher volumes than ever before. Now we are facing the challenges of putting this information to use, bringing the science of big data into the conservation arena. With the help of machine learning tools, this area holds immense potential for conservation practices. The applications range from online trafficking alerts to species-specific early warning systems to efficient movement and biodiversity monitoring and beyond.
However, the process of building effective machine learning tools depends upon large amounts of standardized training data, and conservationists currently lack an established system for standardization. How to best develop such a system and incentivize data sharing are questions at the forefront of this work. There are currently multiple AI-based conservation initiatives, including Wildlife Insights and WildBook, that are pioneering applications on this front.
This group is the perfect place to ask all your AI-related questions, no matter your skill level or previous familiarity! You'll find resources, meet other members with similar questions and experts who can answer them, and engage in exciting collaborative opportunities together. The AI for Conservation group provides a dedicated space to:
- Bridge disciplines: Create a space where ecologists, conservationists and environmental scientists can connect with computer scientists, artificial intelligence researchers and practitioners to address shared challenges.
- Advance knowledge: Share and discuss research, case studies and best practices at the intersection of artificial intelligence and conservation.
- Education: Provide educational resources that help ecologists understand AI methods and their use cases and inspire AI experts to learn about ecological applications.
- Facilitate collaboration: Offer resources and networking opportunities that enable AI researchers and conservation practitioners to co-develop solutions with real-world conservation impact.
Just getting started with AI in conservation? Check out our introduction tutorial, How Do I Train My First Machine Learning Model? with Daniel Situnayake, and our Virtual Meetup on Big Data. If you're coming from the more technical side of AI/ML, Sara Beery runs an AI for Conservation slack channel that might be of interest. Message her for an invite.
Header Image: Dr Claire Burke / @CBurkeSci
Explore the Basics: AI
Understanding the possibilities for incorporating new technology into your work can feel overwhelming. With so many tools available, so many resources to keep up with, and so many innovative projects happening around the world and in our community, it's easy to lose sight of how and why these new technologies matter, and how they can be practically applied to your projects.
Machine learning has huge potential in conservation tech, and its applications are growing every day! But the tradeoff of that potential is a big learning curve - or so it seems to those starting out with this powerful tool!
To help you explore the potential of AI (and prepare for some of our upcoming AI-themed events!), we've compiled simple, key resources, conversations, and videos to highlight the possibilities:
Three Resources for Beginners:
- Everything I know about Machine Learning and Camera Traps, Dan Morris | Resource library, camera traps, machine learning
- Using Computer Vision to Protect Endangered Species, Kasim Rafiq | Machine learning, data analysis, big cats
- Resource: WildID | WildID
Three Forum Threads for Beginners:
- I made an open-source tool to help you sort camera trap images | Petar Gyurov, Camera Traps
- Batch / Automated Cloud Processing | Chris Nicolas, Acoustic Monitoring
- Looking for help with camera trapping for Jaguars: Software for species ID and database building | Carmina Gutierrez, AI for Conservation
Three Tutorials for Beginners:
- How do I get started using machine learning for my camera traps? | Sara Beery, Tech Tutors
- How do I train my first machine learning model? | Daniel Situnayake, Tech Tutors
- Big Data in Conservation | Dave Thau, Dan Morris, Sarah Davidson, Virtual Meetups
Want to know more about AI, or have your specific machine learning questions answered by experts in the WILDLABS community? Make sure you join the conversation in our AI for Conservation group!
Group curators
- @annavallery
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Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.


- 0 Resources
- 3 Discussions
- 7 Groups
- @ViktorDo
- | he/him
PhD student at University of Exeter & University of Queensland. Interested in researching AI and its responsible application to Ecology, Environmental Monitoring and Nature Conservation.

- 0 Resources
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- 5 Groups



- 0 Resources
- 2 Discussions
- 8 Groups
No showcases have been added to this group yet.
Bangor University
I am a quantitative ecologist and lecturer at Bangor University researching how species respond to environmental changes using bio-logging technology and modelling techniques.
- 0 Resources
- 0 Discussions
- 2 Groups
- @bluevalhalla
- | he/him
BearID Project & Arm
Developing AI and IoT for wildlife





- 0 Resources
- 55 Discussions
- 9 Groups
- @Javan_INITIAM
- | He/Him/His
INITIAM - Initiative Technologique Intelligente Améliorée / Enhanced Smart Technology Initiative & World Wide Fund for Nature/ World Wildlife Fund (WWF)
Javan BUTIRA is a young Congolese leader committed to technological innovation, sustainable development, and social entrepreneurship. As the Principal Coordinator and Executive Director of INITIAM (Enhanced Intelligent Technological Initiative), I lead several innov projects.

- 1 Resources
- 5 Discussions
- 28 Groups
- @carlybatist
- | she/her
ecoacoustics, biodiversity monitoring, nature tech



- 113 Resources
- 361 Discussions
- 19 Groups
- @annacvlr
- | she
Imperial College London
I'm a Computational ecologist with a strong interest in how technology can support biodiversity conservation. My work bridges ecology, data science, and machine learning, with a growing focus on acoustic monitoring, remote sensing, and ecological modelling.
- 0 Resources
- 0 Discussions
- 5 Groups
- @datazoo
- | He/Him
San Diego Zoo Wildlife Alliance
Data Scientist with the Conservation Technology Lab at SDZWA.

- 0 Resources
- 1 Discussions
- 13 Groups
Postdoc researcher -- engineering for biodiversity conservation
- 0 Resources
- 2 Discussions
- 2 Groups
Wildlife crime student and law enforcement specialist


- 0 Resources
- 10 Discussions
- 5 Groups
- @stymo
- | he/him
I am a software engineer whose work has included solar energy monitoring and musical generative AI.
- 0 Resources
- 0 Discussions
- 3 Groups
- @tcsmith
- | he/him
I am a conservation biologist interested in modeling social-ecological systems.

- 0 Resources
- 0 Discussions
- 11 Groups
- @rhys
- | He/Him
Imperial College London & CEH

- 0 Resources
- 0 Discussions
- 17 Groups
- @fabiola
- | She/her
- 1 Resources
- 0 Discussions
- 5 Groups
El Instituto Humboldt está buscando un(a) Desarrollador(a) de Inteligencia Artificial que quiera aplicar su experiencia en Python y procesamiento de lenguaje natural para proteger la biodiversidad.
25 July 2025
The Marine Innovation Lab for Leading-edge Oceanography develops hardware and software to expand the ocean observing network and for the sustainable management of natural resources. For Fall 2026, we are actively...
24 July 2025
Dear colleagues, I'd like to share with you the output of the project KIEBIDS, which focused on using AI to extract biodiversity-relevant information from museum labels. Perhaps it can be applied also to other written...
17 July 2025
The Department of AI and Society (AIS) at the University at Buffalo (UB) invites candidates to apply for multiple positions as Assistant Professor, Associate Professor, or Full Professor. The new AIS department was...
8 July 2025
This is a chance to participate in a short survey about the preferences that conservation practitioners have for evidence. There's a chance to win one of three £20 Mastercard gift cards.
24 June 2025
In this case, you’ll explore how the BoutScout project is improving avian behavioural research through deep learning—without relying on images or video. By combining dataloggers, open-source hardware, and a powerful...
24 June 2025
Using Ultra-High-Resolution Drone Imagery and Deep Learning to quantify the impact of avian influenza on northern gannet colony of Bass Rock, Scotland. Would love to hear if you know of any other similar exaples from...
12 June 2025
La Universidad de Ingeniería y Tecnología (UTEC) está buscando cubrir nuevas vacantes en su Instituto Amazónico de Investigación para la Sostenibilidad (ASRI).
12 June 2025
Shared from WWF: "ManglarIA is a mangrove conservation project, supported by Google.org in 2023, that is deploying advanced technology, including artificial intelligence (AI), to collect and analyze data on the health...
12 June 2025
Careers
Rewilding Europe is seeking a Business Intelligence Analyst to support measuring rewilding impact through data automation, dashboards, and cross-domain analysis.
3 June 2025
The intern will support CI in exploring and implementing AI solutions that address conservation challenges. We are looking for someone familiar with modern AI technologies (genAI, AI agents, LLMs, foundation models, etc...
2 June 2025
HawkEars is a deep learning model designed specifically to recognize the calls of 328 Canadian bird species and 13 amphibians.
13 May 2025
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Description | Activity | Replies | Groups | Updated |
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In a recent call with researchers in Thailand. They have mentioned that they use passive chip readers to log data about chipped animals as they pass by. |
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AI for Conservation, Animal Movement | 8 months 2 weeks ago | |
Seems like we should include some rotations in our image augmentations as the real world can be seen a bit tilted - as this cropped corner view from our fisheye at the zoo shows. |
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AI for Conservation, Camera Traps, Data Management & Mobilisation | 8 months 3 weeks ago | |
Bird Monitoring Data Exchange is a standard often used for birds data. |
+4
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AI for Conservation, Data Management & Mobilisation, Emerging Tech | 9 months ago | |
Hey everyone!As you might have heard, BlueSky is on hype now, with millions of users migrating to it from X. Including the scientific world... |
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AI for Conservation | 9 months ago | |
Hi Zhongqi! We are finalizing our modelling work over the next couple of weeks and can make our work availabile for your team. Our objective is to create small (<500k... |
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AI for Conservation, Camera Traps, Software Development | 9 months 1 week ago | |
Hats off to your team for this absolute game-changing technology! We rescue stray and wild animals in Taiwan, and the bulk of our work is saving animals maimed by wire snares... |
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AI for Conservation, Drones, Emerging Tech, Human-Wildlife Coexistence, Wildlife Crime | 9 months 1 week ago | |
There's quite a few diy or prototype solutions described online and in literature - but it seems none of these have made it to market yet as generally available fully usable... |
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AI for Conservation, Camera Traps, Human-Wildlife Coexistence, Sensors | 9 months 1 week ago | |
As others have said, pretty much all image models at least start with general-subject datasets ("car," "bird," "person", etc.) and have to be refined to work with more precision... |
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AI for Conservation, Camera Traps, Edge Computing | 9 months 2 weeks ago | |
This is a thread for anyone who has questions about AI for Conservation Office Hours 2025.We're once again teaming up with Dan Morris from... |
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Acoustics, AI for Conservation, Camera Traps, Community Base, Geospatial | 9 months 2 weeks ago | |
One thing I love about software is that in an ever-changing landscape of languages, frameworks, and tools, you can never stop learning.... |
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Software Development, AI for Conservation | 9 months 2 weeks ago | |
Hi Eugene!Interesting project!I already signed up to test it!Cheers,Lars |
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AI for Conservation, Camera Traps | 9 months 3 weeks ago | |
I am certainly a somewhat vertical thing with a lump on top, so I get it... |
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AI for Conservation | 10 months ago |
What questions would you ask an AI agent for conservation tech?
8 July 2025 5:49pm
31 July 2025 3:59pm
I agree with Jorge that an AI agent could be useful to help search the vast repository of existing discussions on WildLabs. For example: in this thread below, Maristela could have asked her question to the agent and (hopefully) been directed to the link that Akiba mentioned.
However, one issue I can see with using an AI agent instead of asking a question as currently, is if there is no record of the questions asked to the agent. A great strengths of WildLabs (and online forums) is that, because questions are recorded and visible, other members can learn from others' questions. If questions start being "hidden" in the agent's memory, other members can hardly learn from them.
1 August 2025 2:32pm
Would love to collaborate on this we are curently building agents for conservation
Kind regards
Olivier
Unlocking AI for Nonprofits: Enroll in Nethope's New AI Skills Course for Nonprofits
31 July 2025 4:45pm
A technical and conceptual curiosity... Could generative AI help us simulate or decode animal communication?
21 July 2025 1:04am
25 July 2025 2:30pm
Hi Jorge,
I think you'll find this research interesting: https://blog.google/technology/ai/dolphingemma/
Google's researchers did exactly that. They trained an LLM on dolphin vocalizations to produce continuation output, exactly as in the autoregressive papers you've mentioned, VALL-E or WaveNet.
I think they plan to test it in the field this summer and see if it will produce any interesting interaction.
Looking forward to see what they'll find :)
Besides, two more cool organizations working in the field of language understanding of animals using AI:
28 July 2025 3:51pm
This is a really fascinating concept. I’ve been thinking about similar overlaps between AI and animal communication, especially for conservation applications. Definitely interested in seeing where this kind of work goes.
30 July 2025 9:46am
This is such a compelling direction, especially the idea of linking unsupervised vocalisation clustering to generative models for controlled playback. I haven’t seen much done with SpecGAN or AudioLDM in this space yet, but the potential is huge. Definitely curious how the field might adopt this for species beyond whales. Following this thread closely!
Offering free help for ocean conservation projects (tech, UX, automation, AI)
28 July 2025 6:48am
28 July 2025 6:40pm
Hello.
I am in need of assistance.
I need a website for a project I am working on.
Thanks 😊
GeoCroissant Survey
28 July 2025 5:16pm
PhD position AI for coral reefs
28 July 2025 3:23pm
Jupyter Notebook: Aquatic Computer Vision
25 January 2024 5:50am
27 January 2024 4:07am
This definitely seems like the community to do it. I was looking at the thread about wolf detection and it seems like people here are no strangers to image classification. A little overwhelming to be quite honest 😂
While it would be incredible to have a powerful model that was capable of auto-classifying everything right away and storing all the detected creatures & correlated sensor data straight into a database - I wonder if in remote cases where power (and therefore cpu bandwidth), data storage, and network connectivity is at a premium if it would be more valuable to just be able to highlight moments of interest for lab analysis later? OR if you do you have cellular connection, you could download just those moments of interest and not hours and hours of footage?
27 January 2024 6:11am
Am working on similar AI challenge at the moment. Hoping to translate my workflow to wolves in future if needed.
We all are little overstretched but it there is no pressing deadlines, it should be possible to explore building efficient model for object detection and looking at suitable hardware for running these model on the edge.
28 July 2025 1:20pm
Wow this is amazing! This is how we integrate Biology and Information Technology.
Leveraging AI & Big Data For Love Of The Environment
26 July 2025 8:00am
28 July 2025 6:59am
24 August 2025 11:00pm
Búsqueda de desarrollador de IA - Instituto Humboldt
25 July 2025 3:49pm
Looking for Computer Vision person for citizen science app
24 July 2025 1:08am
25 July 2025 6:02am
Hi, I am a PhD student in computer science and currently working in Animal emotion detection. I would be happy to join your team.
MS and PhD Opportunities in Ocean Engineering and Oceanography (Fall 2026)
24 July 2025 5:55am
Exploring the Wild Edge: A Proposal for a New WILDLABS Group
9 June 2025 5:41pm
13 July 2025 5:02pm
This sounds like a great idea, this is an area that I want to do more work in,
Where can I sign up.
15 July 2025 5:43pm
Hey Stuart,
Thank you for your interest! We're glad you'd like to be part of our journey. We're still in the process of setting up the group, and we'll let you know as soon as we're ready.
Thanks for your understanding! 🤗
18 July 2025 2:22pm
Hello Youssef,
Yes, let's keep contact. I'm currently looking for good conferences to publish my work, if you are aware of something, please let me know.
Software for tortoise re-identification
27 June 2025 12:41pm
11 July 2025 4:26pm
We would be happy to explore supporting this in the Internet of Turtles (iot.wildbook.org). We support marine and terrestrial species, and the HotSpotter (SIFT) and MiewID v3 algorithms for re-ID would likely have good zero-shot matching potential.
18 July 2025 7:25am
Hi Jason,
That sounds exciting. From what I understand, the Internet of Turtles focusses mainly on animals traveling long distances. The tortoises I am interested in re-identifying are limited in their range, as they the island they are on is quite small. Would that nevertheless be of interest for that database? And if so, how would you suggest to proceed?
18 July 2025 7:38am
Also, I would generally interested to contribute to the Internet of Turtles with sea turtle photos. There are a lot of Green and Hawksbill sea turtles of various ages in the sea surrounding the island where I work, so I have requested an account via the website
AI Pipeline for digitalisation of labels
17 July 2025 9:44am
Nature Drone Forum group of events: including the Global Drones in Nature Conservation Symposium & Expo - G-DiNC 2026
16 July 2025 10:18am
Nature Drone Forum group of events: including the Global Drones in Nature Conservation Symposium & Expo - G-DiNC 2026
16 July 2025 10:11am
AI + Environment Summit
15 July 2025 2:25pm
Halow wifi, local AI, thermal + visible
6 July 2025 11:15am
12 July 2025 1:08am
Thanks for sharing! I've been thinking about using WiFi links for some applications. Any idea how much power they require?
12 July 2025 6:53pm
Idles around 2W, peaks a bit more than 6W.
CamTrapAI Workshop Series
8 July 2025 3:03pm
Assistant, Associate or Full Professor, AI & Society
8 July 2025 3:00pm
Monitoring bat and bird collisions at MET Tower
11 June 2025 5:14am
30 June 2025 4:55pm
Hi Adam,
Have you connected with Wildlife Imaging Systems? Their thermal system can detect bird and bat activity. My company collaborates with them, and we have previously worked on developing algorithms to distinguish collisions from other activity.
Wildlife Imaging Systems
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1 July 2025 2:51pm
Looks ideal
3 July 2025 12:56am
Yes, thanks Riley and Kim. Someone suggested WIS and I am currently in discussions with them. Their system seems especially well suited for the purpose and I am hoping it works out.
Tech for Impact Collaboration
2 July 2025 3:41am
Applying Open-Source Computer Vision Models to Camera Trap Images
1 July 2025 11:01pm
26th International Conference on Digital Image Computing: Techniques and Applications (DICTA 2025)
1 July 2025 4:58pm
🌊 FathomVerse mobile game debuts new features to help gamers participate in ocean exploration
27 March 2025 1:20am
27 March 2025 1:27am
Play FathomVerse: App Store | Google Play
Join the Community: Discord | Instagram | TikTok | LinkedIn
Stay up-to-date: Subscribe to our Newsletter
Contact us: fathomverse@mbari.org
Learn more: www.fathomverse.game
Try new SpeciesNet + Animal Detect combination online
22 June 2025 10:38am
27 June 2025 12:24pm
Great work @eugenegalaxy! Please consider Camtrap DP as one of your export formats.
27 June 2025 12:33pm
27 June 2025 12:49pm
Hey, you are asking the right kind of questions! There are quite a lot of things which make Animal Detect unique, while we constantly build on new and improved features.
Currently, we are working with ViT models and different methods and algorithms in combination with classical detection models, to add even more true positive detections into classes, while also using these algorithms to suggest classes for images.
Our algorithms scales and works best on larger uploads of data, where we actually create a model from the data, while we run classification.
While all of this is happening, we also help to sort the detections based on similarities, for a quicker way to re-classify and handle human-in-the-loop.
I am trying to (if it works) upload a gif, where you can see a result from where we got detections of over 21.000 animals from about 6.000 images. What you will see is that the images are not sorted based on the label (even if you can filter them as you wish) but instead similarities. This makes the reviewing and adjustment of classes a breeze, compared to manually going through and spotting a black-backed jackals together with a mix of other types of animals.
We are always open for feedback to improve this even further 😊

Case Studies Wanted! How is AI already being used in the Ecology sector in the UK (and beyond?)
23 June 2025 11:03am
27 June 2025 12:18pm
Hi Sam,
I'm the Nature Tech and AI Innovation Manager at Conservation International, and we have a number of use cases of AI for different aspects of conservation (sustainable supply chains, restoration, nature finance, climate adaption, etc.). But, we work primarily across the Global South (Africa, Latin America, Asia-Pacific) so they aren't UK or Europe examples. Feel free to DM me if you'd like to chat more, if not for this podcast, just for general knowledge-sharing :)
-Carly
Opportunity to participate in study on what evidence you trust in conservation
24 June 2025 1:14pm
BoutScout – Beyond AI for Images, Detecting Avian Behaviour with Sensors
24 June 2025 1:46am
ICCB 2025 – Let’s Connect!
9 March 2025 5:06am
16 June 2025 8:33am
Hey Stephanie,
I have dropped you couple of links. I believe we also have a booth somewhere.
16 June 2025 8:41am
Hi Stephanie,
It’s great to hear about your exciting work and that you’ll be attending ICCB 2025 — congratulations on presenting!
The Savannah Tracking team is participating at the exhibition, and we’d love for you to stop by our booth 15.
Given your previous interest in collaring domestic dogs and collecting high-resolution GPS data, it might be a great opportunity for us to connect in person and dive deeper into how our lightweight collar solutions — like those currently deployed on Dingoes — could support your project. We'd be happy to show you how our satellite-enabled collars work, demo our data platforms, and explore a potential fit for your needs.
19 June 2025 7:34am
Thanks Fadhilla! I met with your colleague Henrick at the booth. :-)
21 July 2025 12:14am
I think a conservation tech agent would be most useful if it connects directly to existing WILDLABS resources, rather than trying to replace tools.
Ideally, it could Link questions to projects from the WILDLABS Awards or The Inventory, as well Suggest relevant forum discussions Recommend community members with similar experience. An then at the end propose technical solutions like ML models, devices, or toolkits for specific tasks
I'm thinking of doing something like...
prompt
"How can I detect when an insect is attacking a tree using dendrometer data?"
agent
This is a time-series event detection problem. Based on previous project in WildLabs a BiLSTM neural network can be trained to recognise attack patterns by analysing the sequence of stem diameter changes before, during, and after an attack. These patterns may include sudden shrinkage or irregular oscillations caused by stress or resin production.
The agent could then link to: